SOTAVerified

Vulnerability Detection

Vulnerability detection plays a crucial role in safeguarding against these threats by identifying weaknesses and potential entry points that malicious actors could exploit. Through advanced scanning techniques and penetration testing, vulnerability detection tools meticulously analyze web applications and websites for vulnerabilities such as SQL injection, cross-site scripting (XSS), and insecure authentication mechanisms.

By proactively identifying and addressing vulnerabilities, organizations can strengthen their online security posture and mitigate the risk of data breaches, financial loss, and reputational damage. Additionally, vulnerability detection empowers businesses to stay compliant with industry regulations and standards, demonstrating their commitment to safeguarding sensitive information and maintaining the trust of their customers. With the evolving threat landscape and increasingly sophisticated attack vectors, investing in robust vulnerability detection measures is paramount for staying one step ahead of cyber threats and ensuring the resilience of web-based platforms and services.

Papers

Showing 151175 of 216 papers

TitleStatusHype
Vulnerability Detection Using Two-Stage Deep Learning Models0
The EarlyBIRD Catches the Bug: On Exploiting Early Layers of Encoder Models for More Efficient Code ClassificationCode0
Redundancy and Concept Analysis for Code-trained Language Models0
HyMo: Vulnerability Detection in Smart Contracts using a Novel Multi-Modal Hybrid Model0
Smart Learning to Find Dumb Contracts (Extended Version)0
An Unbiased Transformer Source Code Learning with Semantic Vulnerability GraphCode1
Evaluation of ChatGPT Model for Vulnerability Detection0
DiverseVul: A New Vulnerable Source Code Dataset for Deep Learning Based Vulnerability DetectionCode1
Illuminati: Towards Explaining Graph Neural Networks for Cybersecurity AnalysisCode1
Automated Vulnerability Detection in Source Code Using Quantum Natural Language Processing0
Software Vulnerability Prediction Knowledge Transferring Between Programming Languages0
Graph Neural Networks Enhanced Smart Contract Vulnerability Detection of Educational Blockchain0
VuLASTE: Long Sequence Model with Abstract Syntax Tree Embedding for vulnerability Detection0
Developing Hands-on Labs for Source Code Vulnerability Detection with AI0
An Automated Vulnerability Detection Framework for Smart Contracts0
Dataflow Analysis-Inspired Deep Learning for Efficient Vulnerability DetectionCode1
An Empirical Study of Deep Learning Models for Vulnerability Detection0
DCDetector: An IoT terminal vulnerability mining system based on distributed deep ensemble learning under source code representation0
Deep-Learning-based Vulnerability Detection in Binary Executables0
Deep Smart Contract Intent DetectionCode1
Potential Auto-driving Threat: Universal Rain-removal Attack0
Pre-Training Representations of Binary Code Using Contrastive Learning0
Statement-Level Vulnerability Detection: Learning Vulnerability Patterns Through Information Theory and Contrastive LearningCode0
Cross Project Software Vulnerability Detection via Domain Adaptation and Max-Margin PrincipleCode1
MANDO: Multi-Level Heterogeneous Graph Embeddings for Fine-Grained Detection of Smart Contract VulnerabilitiesCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Reveal Model - Tested on Reveal (Training on Devign + VulScribeR 20K + Extra Cleans)F1 Score26.18Unverified
2Devign Model - Tested on Reveal (Training on Devign + VulScribeR 20K + Extra Cleans)F1 Score24.99Unverified
3Reveal Model - Tested on Bigvul (Training on Devign + VulScribeR 20K + Extra Cleans)F1 Score18.98Unverified
4Devign Model - Tested on Bigvul (Training on Devign + VulScribeR 20K + Extra Cleans)F1 Score18.51Unverified
5LineVul - Tested on Reveal (Training on Devign + VulScribeR 20K + Extra Cleans)F1 Score17.38Unverified
6LineVul - Tested on BigVul (Training on Devign + VulScribeR 20K+ Extra Cleans)F1 Score16.23Unverified
#ModelMetricClaimedVerifiedStatus
1WizardCoderAUC0.86Unverified
2ContraBERTAUC0.85Unverified